End of training
Browse files- README.md +137 -195
- adapter.meh.safetensors +3 -0
- config.json +107 -0
- model.safetensors +3 -0
- preprocessor_config.json +9 -0
- training_args.bin +3 -0
- vocab.json +1 -67
README.md
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---
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library_name: transformers
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###
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## Model Examination [optional]
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<!-- Relevant interpretability work for the model goes here -->
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[More Information Needed]
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## Environmental Impact
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- **Hardware Type:** [More Information Needed]
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- **Hours used:** [More Information Needed]
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- **Cloud Provider:** [More Information Needed]
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- **Compute Region:** [More Information Needed]
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- **Carbon Emitted:** [More Information Needed]
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## Technical Specifications [optional]
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### Model Architecture and Objective
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[More Information Needed]
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### Compute Infrastructure
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[More Information Needed]
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#### Hardware
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#### Software
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## Citation [optional]
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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[More Information Needed]
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**APA:**
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[More Information Needed]
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## Glossary [optional]
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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[More Information Needed]
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## More Information [optional]
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[More Information Needed]
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## Model Card Authors [optional]
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## Model Card Contact
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[More Information Needed]
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---
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library_name: transformers
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license: cc-by-nc-4.0
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base_model: facebook/mms-1b-all
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: ssc-meh-mms-model-mix-adapt-max3-devtrain
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# ssc-meh-mms-model-mix-adapt-max3-devtrain
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This model is a fine-tuned version of [facebook/mms-1b-all](https://huggingface.co/facebook/mms-1b-all) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4734
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- Cer: 0.1554
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- Wer: 0.4442
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 0.0005
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- train_batch_size: 8
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- eval_batch_size: 6
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 100
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- num_epochs: 20
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Cer | Wer |
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|:-------------:|:-------:|:-----:|:---------------:|:------:|:------:|
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| 0.9238 | 0.2625 | 200 | 0.6740 | 0.1978 | 0.6038 |
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| 0.7722 | 0.5249 | 400 | 0.6028 | 0.1819 | 0.5251 |
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| 0.6953 | 0.7874 | 600 | 0.5849 | 0.1787 | 0.4990 |
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| 0.6484 | 1.0499 | 800 | 0.5523 | 0.1725 | 0.4792 |
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| 0.639 | 1.3123 | 1000 | 0.6054 | 0.1765 | 0.5020 |
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| 0.6618 | 1.5748 | 1200 | 0.5632 | 0.1751 | 0.4775 |
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| 0.6454 | 1.8373 | 1400 | 0.6640 | 0.1862 | 0.5266 |
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| 0.6222 | 2.0997 | 1600 | 0.6218 | 0.1781 | 0.5051 |
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| 0.6014 | 2.3622 | 1800 | 0.6539 | 0.1815 | 0.5191 |
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| 0.5992 | 2.6247 | 2000 | 0.6177 | 0.1830 | 0.5165 |
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| 0.6144 | 2.8871 | 2200 | 0.5944 | 0.1812 | 0.5099 |
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| 0.5796 | 3.1496 | 2400 | 0.5814 | 0.1874 | 0.5379 |
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| 0.5781 | 3.4121 | 2600 | 0.5527 | 0.1773 | 0.5010 |
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| 0.5728 | 3.6745 | 2800 | 0.5361 | 0.1763 | 0.4950 |
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| 0.5911 | 3.9370 | 3000 | 0.5411 | 0.1731 | 0.4810 |
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| 0.5577 | 4.1995 | 3200 | 0.5887 | 0.1817 | 0.5177 |
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| 0.5537 | 4.4619 | 3400 | 0.5406 | 0.1748 | 0.4901 |
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| 0.5466 | 4.7244 | 3600 | 0.5576 | 0.1728 | 0.4816 |
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| 0.5896 | 4.9869 | 3800 | 0.5349 | 0.1703 | 0.4741 |
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| 0.5497 | 5.2493 | 4000 | 0.5584 | 0.1730 | 0.4836 |
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| 0.5578 | 5.5118 | 4200 | 0.5642 | 0.1673 | 0.4506 |
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| 0.5431 | 5.7743 | 4400 | 0.6210 | 0.1736 | 0.4811 |
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| 0.5296 | 6.0367 | 4600 | 0.5038 | 0.1669 | 0.4631 |
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| 0.5423 | 6.2992 | 4800 | 0.5106 | 0.1632 | 0.4522 |
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| 0.5293 | 6.5617 | 5000 | 0.5162 | 0.1641 | 0.4481 |
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| 0.5221 | 6.8241 | 5200 | 0.5315 | 0.1711 | 0.4777 |
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| 0.5033 | 7.0866 | 5400 | 0.4914 | 0.1614 | 0.4423 |
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| 0.5361 | 7.3491 | 5600 | 0.4944 | 0.1617 | 0.4429 |
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| 0.5044 | 7.6115 | 5800 | 0.5231 | 0.1622 | 0.4530 |
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| 0.509 | 7.8740 | 6000 | 0.5043 | 0.1602 | 0.4504 |
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| 0.5165 | 8.1365 | 6200 | 0.5099 | 0.1693 | 0.4793 |
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| 0.5003 | 8.3990 | 6400 | 0.5075 | 0.1662 | 0.4614 |
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| 0.5111 | 8.6614 | 6600 | 0.5185 | 0.1637 | 0.4580 |
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| 0.472 | 8.9239 | 6800 | 0.5178 | 0.1686 | 0.4804 |
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| 0.507 | 9.1864 | 7000 | 0.4922 | 0.1581 | 0.4344 |
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| 0.4879 | 9.4488 | 7200 | 0.5215 | 0.1628 | 0.4509 |
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| 0.4944 | 9.7113 | 7400 | 0.5178 | 0.1700 | 0.4870 |
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| 0.4864 | 9.9738 | 7600 | 0.5039 | 0.1633 | 0.4559 |
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| 0.4813 | 10.2362 | 7800 | 0.4907 | 0.1606 | 0.4486 |
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| 0.4602 | 10.4987 | 8000 | 0.5027 | 0.1606 | 0.4511 |
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| 0.4991 | 10.7612 | 8200 | 0.5284 | 0.1733 | 0.4970 |
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| 0.4875 | 11.0236 | 8400 | 0.4942 | 0.1626 | 0.4597 |
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| 0.4579 | 11.2861 | 8600 | 0.5062 | 0.1625 | 0.4675 |
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| 0.4683 | 11.5486 | 8800 | 0.4967 | 0.1626 | 0.4610 |
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| 0.4483 | 11.8110 | 9000 | 0.4948 | 0.1636 | 0.4648 |
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| 0.4702 | 12.0735 | 9200 | 0.4915 | 0.1631 | 0.4638 |
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| 0.4648 | 12.3360 | 9400 | 0.5019 | 0.1629 | 0.4646 |
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| 0.4639 | 12.5984 | 9600 | 0.4935 | 0.1593 | 0.4509 |
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| 0.4534 | 12.8609 | 9800 | 0.5004 | 0.1640 | 0.4650 |
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| 0.4411 | 13.1234 | 10000 | 0.4891 | 0.1552 | 0.4332 |
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| 0.4508 | 13.3858 | 10200 | 0.5215 | 0.1647 | 0.4743 |
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| 0.4586 | 13.6483 | 10400 | 0.4917 | 0.1540 | 0.4331 |
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| 0.4597 | 13.9108 | 10600 | 0.4734 | 0.1539 | 0.4315 |
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| 0.4499 | 14.1732 | 10800 | 0.4969 | 0.1638 | 0.4677 |
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| 0.4429 | 14.4357 | 11000 | 0.4786 | 0.1558 | 0.4372 |
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| 0.4385 | 14.6982 | 11200 | 0.4930 | 0.1602 | 0.4527 |
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| 0.4275 | 14.9606 | 11400 | 0.4914 | 0.1578 | 0.4482 |
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| 0.4263 | 15.2231 | 11600 | 0.4780 | 0.1550 | 0.4362 |
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| 0.4332 | 15.4856 | 11800 | 0.4792 | 0.1576 | 0.4468 |
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| 0.4408 | 15.7480 | 12000 | 0.4844 | 0.1570 | 0.4470 |
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| 0.4475 | 16.0105 | 12200 | 0.4951 | 0.1595 | 0.4575 |
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| 0.4212 | 16.2730 | 12400 | 0.4832 | 0.1558 | 0.4398 |
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| 0.4402 | 16.5354 | 12600 | 0.4920 | 0.1593 | 0.4561 |
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| 0.4206 | 16.7979 | 12800 | 0.4781 | 0.1565 | 0.4491 |
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| 0.4054 | 17.0604 | 13000 | 0.4814 | 0.1581 | 0.4514 |
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| 0.4147 | 17.3228 | 13200 | 0.4853 | 0.1590 | 0.4627 |
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| 0.4155 | 17.5853 | 13400 | 0.4767 | 0.1569 | 0.4503 |
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| 0.4213 | 17.8478 | 13600 | 0.4920 | 0.1611 | 0.4668 |
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| 0.4076 | 18.1102 | 13800 | 0.4806 | 0.1560 | 0.4470 |
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| 0.4028 | 18.3727 | 14000 | 0.4880 | 0.1600 | 0.4621 |
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| 128 |
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| 0.4129 | 18.6352 | 14200 | 0.4725 | 0.1540 | 0.4393 |
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| 0.4172 | 18.8976 | 14400 | 0.4741 | 0.1554 | 0.4447 |
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| 0.407 | 19.1601 | 14600 | 0.4779 | 0.1564 | 0.4473 |
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| 0.4109 | 19.4226 | 14800 | 0.4750 | 0.1554 | 0.4435 |
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| 0.4085 | 19.6850 | 15000 | 0.4739 | 0.1559 | 0.4456 |
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| 0.4123 | 19.9475 | 15200 | 0.4734 | 0.1554 | 0.4442 |
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### Framework versions
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- Transformers 4.52.1
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- Pytorch 2.9.1+cu128
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- Datasets 3.6.0
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- Tokenizers 0.21.4
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version https://git-lfs.github.com/spec/v1
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oid sha256:ad7d1815210ce4c3fe213a18e6746404c72e6cccfb190d8b3875a72070a96166
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size 8972764
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|
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|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"activation_dropout": 0.05,
|
| 3 |
+
"adapter_attn_dim": 16,
|
| 4 |
+
"adapter_kernel_size": 3,
|
| 5 |
+
"adapter_stride": 2,
|
| 6 |
+
"add_adapter": false,
|
| 7 |
+
"apply_spec_augment": true,
|
| 8 |
+
"architectures": [
|
| 9 |
+
"Wav2Vec2ForCTC"
|
| 10 |
+
],
|
| 11 |
+
"attention_dropout": 0.0,
|
| 12 |
+
"bos_token_id": 1,
|
| 13 |
+
"classifier_proj_size": 256,
|
| 14 |
+
"codevector_dim": 1024,
|
| 15 |
+
"contrastive_logits_temperature": 0.1,
|
| 16 |
+
"conv_bias": true,
|
| 17 |
+
"conv_dim": [
|
| 18 |
+
512,
|
| 19 |
+
512,
|
| 20 |
+
512,
|
| 21 |
+
512,
|
| 22 |
+
512,
|
| 23 |
+
512,
|
| 24 |
+
512
|
| 25 |
+
],
|
| 26 |
+
"conv_kernel": [
|
| 27 |
+
10,
|
| 28 |
+
3,
|
| 29 |
+
3,
|
| 30 |
+
3,
|
| 31 |
+
3,
|
| 32 |
+
2,
|
| 33 |
+
2
|
| 34 |
+
],
|
| 35 |
+
"conv_stride": [
|
| 36 |
+
5,
|
| 37 |
+
2,
|
| 38 |
+
2,
|
| 39 |
+
2,
|
| 40 |
+
2,
|
| 41 |
+
2,
|
| 42 |
+
2
|
| 43 |
+
],
|
| 44 |
+
"ctc_loss_reduction": "mean",
|
| 45 |
+
"ctc_zero_infinity": false,
|
| 46 |
+
"diversity_loss_weight": 0.1,
|
| 47 |
+
"do_stable_layer_norm": true,
|
| 48 |
+
"eos_token_id": 2,
|
| 49 |
+
"feat_extract_activation": "gelu",
|
| 50 |
+
"feat_extract_dropout": 0.0,
|
| 51 |
+
"feat_extract_norm": "layer",
|
| 52 |
+
"feat_proj_dropout": 0.0,
|
| 53 |
+
"feat_quantizer_dropout": 0.0,
|
| 54 |
+
"final_dropout": 0.05,
|
| 55 |
+
"hidden_act": "gelu",
|
| 56 |
+
"hidden_dropout": 0.0,
|
| 57 |
+
"hidden_size": 1280,
|
| 58 |
+
"initializer_range": 0.02,
|
| 59 |
+
"intermediate_size": 5120,
|
| 60 |
+
"layer_norm_eps": 1e-05,
|
| 61 |
+
"layerdrop": 0.0,
|
| 62 |
+
"mask_feature_length": 10,
|
| 63 |
+
"mask_feature_min_masks": 0,
|
| 64 |
+
"mask_feature_prob": 0.0,
|
| 65 |
+
"mask_time_length": 10,
|
| 66 |
+
"mask_time_min_masks": 2,
|
| 67 |
+
"mask_time_prob": 0.05,
|
| 68 |
+
"model_type": "wav2vec2",
|
| 69 |
+
"num_adapter_layers": 3,
|
| 70 |
+
"num_attention_heads": 16,
|
| 71 |
+
"num_codevector_groups": 2,
|
| 72 |
+
"num_codevectors_per_group": 320,
|
| 73 |
+
"num_conv_pos_embedding_groups": 16,
|
| 74 |
+
"num_conv_pos_embeddings": 128,
|
| 75 |
+
"num_feat_extract_layers": 7,
|
| 76 |
+
"num_hidden_layers": 48,
|
| 77 |
+
"num_negatives": 100,
|
| 78 |
+
"output_hidden_size": 1280,
|
| 79 |
+
"pad_token_id": 62,
|
| 80 |
+
"proj_codevector_dim": 1024,
|
| 81 |
+
"tdnn_dilation": [
|
| 82 |
+
1,
|
| 83 |
+
2,
|
| 84 |
+
3,
|
| 85 |
+
1,
|
| 86 |
+
1
|
| 87 |
+
],
|
| 88 |
+
"tdnn_dim": [
|
| 89 |
+
512,
|
| 90 |
+
512,
|
| 91 |
+
512,
|
| 92 |
+
512,
|
| 93 |
+
1500
|
| 94 |
+
],
|
| 95 |
+
"tdnn_kernel": [
|
| 96 |
+
5,
|
| 97 |
+
3,
|
| 98 |
+
3,
|
| 99 |
+
1,
|
| 100 |
+
1
|
| 101 |
+
],
|
| 102 |
+
"torch_dtype": "float32",
|
| 103 |
+
"transformers_version": "4.52.1",
|
| 104 |
+
"use_weighted_layer_sum": false,
|
| 105 |
+
"vocab_size": 65,
|
| 106 |
+
"xvector_output_dim": 512
|
| 107 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ad11248402e3712699df355894107e57e7236bce19fce5ecd04d2f12f67fd733
|
| 3 |
+
size 3859065140
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"feature_extractor_type": "Wav2Vec2FeatureExtractor",
|
| 4 |
+
"feature_size": 1,
|
| 5 |
+
"padding_side": "right",
|
| 6 |
+
"padding_value": 0.0,
|
| 7 |
+
"return_attention_mask": true,
|
| 8 |
+
"sampling_rate": 16000
|
| 9 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2d480f82b5b20a03bad7518ca6ba967198a723cc9bcbb1011a25d310d60c16ba
|
| 3 |
+
size 5969
|
vocab.json
CHANGED
|
@@ -1,67 +1 @@
|
|
| 1 |
-
{
|
| 2 |
-
"meh": {
|
| 3 |
-
"'": 21,
|
| 4 |
-
".": 3,
|
| 5 |
-
"...": 60,
|
| 6 |
-
"A": 17,
|
| 7 |
-
"D": 10,
|
| 8 |
-
"E": 14,
|
| 9 |
-
"F": 55,
|
| 10 |
-
"H": 57,
|
| 11 |
-
"I": 27,
|
| 12 |
-
"J": 56,
|
| 13 |
-
"K": 13,
|
| 14 |
-
"L": 41,
|
| 15 |
-
"M": 40,
|
| 16 |
-
"N": 6,
|
| 17 |
-
"O": 47,
|
| 18 |
-
"P": 19,
|
| 19 |
-
"R": 42,
|
| 20 |
-
"S": 4,
|
| 21 |
-
"T": 22,
|
| 22 |
-
"U": 12,
|
| 23 |
-
"V": 30,
|
| 24 |
-
"W": 39,
|
| 25 |
-
"X": 43,
|
| 26 |
-
"Y": 25,
|
| 27 |
-
"[PAD]": 62,
|
| 28 |
-
"[UNK]": 61,
|
| 29 |
-
"a": 16,
|
| 30 |
-
"b": 37,
|
| 31 |
-
"c": 15,
|
| 32 |
-
"d": 38,
|
| 33 |
-
"e": 1,
|
| 34 |
-
"f": 9,
|
| 35 |
-
"g": 58,
|
| 36 |
-
"h": 34,
|
| 37 |
-
"i": 0,
|
| 38 |
-
"j": 35,
|
| 39 |
-
"k": 31,
|
| 40 |
-
"l": 23,
|
| 41 |
-
"m": 5,
|
| 42 |
-
"n": 49,
|
| 43 |
-
"o": 44,
|
| 44 |
-
"p": 32,
|
| 45 |
-
"q": 20,
|
| 46 |
-
"r": 11,
|
| 47 |
-
"s": 29,
|
| 48 |
-
"t": 54,
|
| 49 |
-
"u": 51,
|
| 50 |
-
"v": 46,
|
| 51 |
-
"x": 59,
|
| 52 |
-
"y": 48,
|
| 53 |
-
"z": 36,
|
| 54 |
-
"|": 18,
|
| 55 |
-
"Ñ": 45,
|
| 56 |
-
"á": 52,
|
| 57 |
-
"é": 33,
|
| 58 |
-
"í": 2,
|
| 59 |
-
"ñ": 26,
|
| 60 |
-
"ú": 24,
|
| 61 |
-
"Ɨ": 28,
|
| 62 |
-
"ɨ": 50,
|
| 63 |
-
"ˈ": 8,
|
| 64 |
-
"’": 53,
|
| 65 |
-
"…": 7
|
| 66 |
-
}
|
| 67 |
-
}
|
|
|
|
| 1 |
+
{"meh": {"i": 0, "e": 1, "\u00ed": 2, ".": 3, "S": 4, "m": 5, "N": 6, "\u2026": 7, "\u02c8": 8, "f": 9, "D": 10, "r": 11, "U": 12, "K": 13, "E": 14, "c": 15, "a": 16, "A": 17, "P": 19, "q": 20, "'": 21, "T": 22, "l": 23, "\u00fa": 24, "Y": 25, "\u00f1": 26, "I": 27, "\u0197": 28, "s": 29, "V": 30, "k": 31, "p": 32, "\u00e9": 33, "h": 34, "j": 35, "z": 36, "b": 37, "d": 38, "W": 39, "M": 40, "L": 41, "R": 42, "X": 43, "o": 44, "\u00d1": 45, "v": 46, "O": 47, "y": 48, "n": 49, "\u0268": 50, "u": 51, "\u00e1": 52, "\u2019": 53, "t": 54, "F": 55, "J": 56, "H": 57, "g": 58, "x": 59, "|": 18, "...": 60, "[UNK]": 61, "[PAD]": 62}}
|
|
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|
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|
|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|